Profiling pbp

Dataset statistics

Number of variables	20
Number of observations	388878
Missing cells	2297089
Missing cells (%)	29.5%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	59.3 MiB
Average record size in memory	160.0 B

Variable types

Text	6
Numeric	8
Categorical	5
Boolean	1

Alerts

`defense_coverage_type` is highly overall correlated with `defense_man_zone_type` and 1 other fields	High correlation
`defense_man_zone_type` is highly overall correlated with `defense_coverage_type` and 1 other fields	High correlation
`n_defense` is highly overall correlated with `n_offense`	High correlation
`n_offense` is highly overall correlated with `defense_coverage_type` and 2 other fields	High correlation
`possession_team` has 36092 (9.3%) missing values	Missing
`offense_formation` has 108106 (27.8%) missing values	Missing
`offense_personnel` has 96104 (24.7%) missing values	Missing
`defenders_in_box` has 103119 (26.5%) missing values	Missing
`defense_personnel` has 96104 (24.7%) missing values	Missing
`number_of_pass_rushers` has 223946 (57.6%) missing values	Missing
`players_on_play` has 36152 (9.3%) missing values	Missing
`offense_players` has 36160 (9.3%) missing values	Missing
`defense_players` has 36152 (9.3%) missing values	Missing
`ngs_air_yards` has 243814 (62.7%) missing values	Missing
`time_to_throw` has 240418 (61.8%) missing values	Missing
`was_pressure` has 240432 (61.8%) missing values	Missing
`route` has 245106 (63.0%) missing values	Missing
`defense_man_zone_type` has 277692 (71.4%) missing values	Missing
`defense_coverage_type` has 277692 (71.4%) missing values	Missing
`n_offense` has 36160 (9.3%) zeros	Zeros
`n_defense` has 36152 (9.3%) zeros	Zeros

Reproduction

Analysis started	2024-08-09 02:29:07.211984
Analysis finished	2024-08-09 02:29:35.072455
Duration	27.86 seconds
Software version	ydata-profiling vv4.9.0
Download configuration	config.json

nflverse_game_id
Text

Distinct	2153
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

Length

Max length	15
Median length	15
Mean length	14.506498
Min length	13

Characters and Unicode

Total characters	5641258
Distinct characters	35
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2016_01_CAR_DEN
2nd row	2016_01_CAR_DEN
3rd row	2016_01_CAR_DEN
4th row	2016_01_CAR_DEN
5th row	2016_01_CAR_DEN

Value	Count	Frequency (%)
2019_01_det_ari	252	0.1%
2019_16_cin_mia	248	0.1%
2022_15_ind_min	243	0.1%
2018_04_hou_ind	241	0.1%
2018_04_cle_oak	240	0.1%
2017_04_sf_ari	236	0.1%
2016_08_was_cin	234	0.1%
2016_12_kc_den	234	0.1%
2018_01_pit_cle	234	0.1%
2020_07_sea_ari	234	0.1%
Other values (2143)	386482	99.4%

Most occurring characters

Value	Count	Frequency (%)
_	1166634	20.7%
2	688058	12.2%
0	656692	11.6%
1	475556	8.4%
A	273392	4.8%
N	216154	3.8%
I	193455	3.4%
L	155527	2.8%
E	145016	2.6%
C	142984	2.5%
Other values (25)	1527790	27.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	5641258	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
_	1166634	20.7%
2	688058	12.2%
0	656692	11.6%
1	475556	8.4%
A	273392	4.8%
N	216154	3.8%
I	193455	3.4%
L	155527	2.8%
E	145016	2.6%
C	142984	2.5%
Other values (25)	1527790	27.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	5641258	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
_	1166634	20.7%
2	688058	12.2%
0	656692	11.6%
1	475556	8.4%
A	273392	4.8%
N	216154	3.8%
I	193455	3.4%
L	155527	2.8%
E	145016	2.6%
C	142984	2.5%
Other values (25)	1527790	27.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	5641258	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
_	1166634	20.7%
2	688058	12.2%
0	656692	11.6%
1	475556	8.4%
A	273392	4.8%
N	216154	3.8%
I	193455	3.4%
L	155527	2.8%
E	145016	2.6%
C	142984	2.5%
Other values (25)	1527790	27.1%

old_game_id
Real number (ℝ)

Distinct	2153
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.0196999 × 10⁹

Minimum	2.0160908 × 10⁹
Maximum	2.0240211 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 MiB

Quantile statistics

Minimum	2.0160908 × 10⁹
5-th percentile	2.0161024 × 10⁹
Q1	2.0180909 × 10⁹
median	2.0200913 × 10⁹
Q3	2.0220908 × 10⁹
95-th percentile	2.0231112 × 10⁹
Maximum	2.0240211 × 10⁹
Range	7930300
Interquartile range (IQR)	3999898

Descriptive statistics

Standard deviation	2314464.3
Coefficient of variation (CV)	0.0011459446
Kurtosis	-1.2499567
Mean	2.0196999 × 10⁹
Median Absolute Deviation (MAD)	1999802
Skewness	-0.012194877
Sum	7.8541687 × 10¹⁴
Variance	5.3567448 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2019090809	252	0.1%
2019122208	248	0.1%
2022121700	243	0.1%
2018093004	241	0.1%
2018093009	240	0.1%
2017100109	236	0.1%
2020102508	234	0.1%
2018090901	234	0.1%
2016103000	234	0.1%
2016112709	234	0.1%
Other values (2143)	386482	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2016090800	174	< 0.1%
2016091100	178	< 0.1%
2016091101	159	< 0.1%
2016091102	179	< 0.1%
2016091103	187	< 0.1%
2016091104	202	0.1%
2016091105	195	0.1%
2016091106	173	< 0.1%
2016091107	174	< 0.1%
2016091108	175	< 0.1%

Value	Count	Frequency (%)
2024021100	225	0.1%
2024012801	200	0.1%
2024012800	192	< 0.1%
2024012101	182	< 0.1%
2024012100	192	< 0.1%
2024012001	184	< 0.1%
2024012000	184	< 0.1%
2024011500	186	< 0.1%
2024011402	166	< 0.1%
2024011401	214	0.1%

play_id
Real number (ℝ)

Distinct	5338
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2134.0654

Minimum	1
Maximum	5921
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 MiB

Quantile statistics

Minimum	1
5-th percentile	215
Q1	1064
median	2114
Q3	3180
95-th percentile	4091
Maximum	5921
Range	5920
Interquartile range (IQR)	2116

Descriptive statistics

Standard deviation	1246.2403
Coefficient of variation (CV)	0.58397472
Kurtosis	-1.0839628
Mean	2134.0654
Median Absolute Deviation (MAD)	1058
Skewness	0.071231641
Sum	8.2989109 × 10⁸
Variance	1553114.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	2153	0.6%
36	767	0.2%
40	405	0.1%
55	370	0.1%
51	338	0.1%
41	290	0.1%
39	267	0.1%
79	208	0.1%
56	201	0.1%
58	186	< 0.1%
Other values (5328)	383693	98.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2153	0.6%
35	38	< 0.1%
36	767	0.2%
37	125	< 0.1%
38	23	< 0.1%
39	267	0.1%
40	405	0.1%
41	290	0.1%
42	100	< 0.1%
43	25	< 0.1%

Value	Count	Frequency (%)
5921	1	< 0.1%
5899	1	< 0.1%
5876	1	< 0.1%
5854	1	< 0.1%
5832	1	< 0.1%
5813	1	< 0.1%
5796	1	< 0.1%
5772	1	< 0.1%
5748	1	< 0.1%
5729	1	< 0.1%

possession_team
Categorical

MISSING

Distinct	34
Distinct (%)	< 0.1%
Missing	36092
Missing (%)	9.3%
Memory size	3.0 MiB

KC	12386
PHI	11882
NE	11683
TB	11651
BAL	11572
Other values (29)	293612

Length

Max length	3
Median length	3
Mean length	2.7512685
Min length	2

Characters and Unicode

Total characters	970609
Distinct characters	24
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	CAR
2nd row	DEN
3rd row	DEN
4th row	DEN
5th row	DEN

Common Values

Value	Count	Frequency (%)
KC	12386	3.2%
PHI	11882	3.1%
NE	11683	3.0%
TB	11651	3.0%
BAL	11572	3.0%
LA	11533	3.0%
BUF	11526	3.0%
DAL	11515	3.0%
SF	11432	2.9%
GB	11238	2.9%
Other values (24)	236368	60.8%
(Missing)	36092	9.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
kc	12386	3.5%
phi	11882	3.4%
ne	11683	3.3%
tb	11651	3.3%
bal	11572	3.3%
la	11533	3.3%
buf	11526	3.3%
dal	11515	3.3%
sf	11432	3.2%
gb	11238	3.2%
Other values (24)	236368	67.0%

Most occurring characters

Value	Count	Frequency (%)
A	124317	12.8%
N	97661	10.1%
I	87363	9.0%
L	71186	7.3%
E	65492	6.7%
C	64647	6.7%
T	55196	5.7%
B	45987	4.7%
D	45001	4.6%
S	34119	3.5%
Other values (14)	279640	28.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	970609	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
A	124317	12.8%
N	97661	10.1%
I	87363	9.0%
L	71186	7.3%
E	65492	6.7%
C	64647	6.7%
T	55196	5.7%
B	45987	4.7%
D	45001	4.6%
S	34119	3.5%
Other values (14)	279640	28.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	970609	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
A	124317	12.8%
N	97661	10.1%
I	87363	9.0%
L	71186	7.3%
E	65492	6.7%
C	64647	6.7%
T	55196	5.7%
B	45987	4.7%
D	45001	4.6%
S	34119	3.5%
Other values (14)	279640	28.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	970609	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
A	124317	12.8%
N	97661	10.1%
I	87363	9.0%
L	71186	7.3%
E	65492	6.7%
C	64647	6.7%
T	55196	5.7%
B	45987	4.7%
D	45001	4.6%
S	34119	3.5%
Other values (14)	279640	28.8%

offense_formation
Categorical

MISSING

Distinct	7
Distinct (%)	< 0.1%
Missing	108106
Missing (%)	27.8%
Memory size	3.0 MiB

SHOTGUN	151986
SINGLEBACK	68453
EMPTY	23816
I_FORM	23310
PISTOL	9118
Other values (2)	4089

Length

Max length	10
Median length	7
Mean length	7.425224
Min length	5

Characters and Unicode

Total characters	2084795
Distinct characters	23
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	SINGLEBACK
2nd row	I_FORM
3rd row	SINGLEBACK
4th row	SHOTGUN
5th row	SINGLEBACK

Common Values

Value	Count	Frequency (%)
SHOTGUN	151986	39.1%
SINGLEBACK	68453	17.6%
EMPTY	23816	6.1%
I_FORM	23310	6.0%
PISTOL	9118	2.3%
JUMBO	2954	0.8%
WILDCAT	1135	0.3%
(Missing)	108106	27.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
shotgun	151986	54.1%
singleback	68453	24.4%
empty	23816	8.5%
i_form	23310	8.3%
pistol	9118	3.2%
jumbo	2954	1.1%
wildcat	1135	0.4%

Most occurring characters

Value	Count	Frequency (%)
S	229557	11.0%
G	220439	10.6%
N	220439	10.6%
O	187368	9.0%
T	186055	8.9%
U	154940	7.4%
H	151986	7.3%
I	102016	4.9%
E	92269	4.4%
L	78706	3.8%
Other values (13)	461020	22.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2084795	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
S	229557	11.0%
G	220439	10.6%
N	220439	10.6%
O	187368	9.0%
T	186055	8.9%
U	154940	7.4%
H	151986	7.3%
I	102016	4.9%
E	92269	4.4%
L	78706	3.8%
Other values (13)	461020	22.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2084795	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
S	229557	11.0%
G	220439	10.6%
N	220439	10.6%
O	187368	9.0%
T	186055	8.9%
U	154940	7.4%
H	151986	7.3%
I	102016	4.9%
E	92269	4.4%
L	78706	3.8%
Other values (13)	461020	22.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2084795	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
S	229557	11.0%
G	220439	10.6%
N	220439	10.6%
O	187368	9.0%
T	186055	8.9%
U	154940	7.4%
H	151986	7.3%
I	102016	4.9%
E	92269	4.4%
L	78706	3.8%
Other values (13)	461020	22.1%

offense_personnel
Text

MISSING

Distinct	291
Distinct (%)	0.1%
Missing	96104
Missing (%)	24.7%
Memory size	3.0 MiB

Length

Max length	41
Median length	16
Mean length	16.29131
Min length	16

Characters and Unicode

Total characters	4769672
Distinct characters	23
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	126 ?
Unique (%)	< 0.1%

Sample

1st row	1 RB, 1 TE, 3 WR
2nd row	6 OL, 2 RB, 0 TE, 2 WR
3rd row	1 RB, 1 TE, 3 WR
4th row	1 RB, 1 TE, 3 WR
5th row	1 RB, 0 TE, 4 WR

Value	Count	Frequency (%)
1	481981	27.0%
rb	292774	16.4%
te	292774	16.4%
wr	291330	16.3%
3	190934	10.7%
2	185097	10.4%
0	14929	0.8%
ol	10790	0.6%
6	10409	0.6%
4	6505	0.4%
Other values (36)	6020	0.3%

Most occurring characters

Value	Count	Frequency (%)
	1490769	31.3%
,	600282	12.6%
R	585548	12.3%
1	484103	10.1%
B	295146	6.2%
T	292774	6.1%
E	292774	6.1%
W	292774	6.1%
3	191090	4.0%
2	185266	3.9%
Other values (13)	59146	1.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4769672	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	1490769	31.3%
,	600282	12.6%
R	585548	12.3%
1	484103	10.1%
B	295146	6.2%
T	292774	6.1%
E	292774	6.1%
W	292774	6.1%
3	191090	4.0%
2	185266	3.9%
Other values (13)	59146	1.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4769672	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	1490769	31.3%
,	600282	12.6%
R	585548	12.3%
1	484103	10.1%
B	295146	6.2%
T	292774	6.1%
E	292774	6.1%
W	292774	6.1%
3	191090	4.0%
2	185266	3.9%
Other values (13)	59146	1.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4769672	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	1490769	31.3%
,	600282	12.6%
R	585548	12.3%
1	484103	10.1%
B	295146	6.2%
T	292774	6.1%
E	292774	6.1%
W	292774	6.1%
3	191090	4.0%
2	185266	3.9%
Other values (13)	59146	1.2%

defenders_in_box
Real number (ℝ)

MISSING

Distinct	12
Distinct (%)	< 0.1%
Missing	103119
Missing (%)	26.5%
Infinite	0
Infinite (%)	0.0%
Mean	6.3706515

Minimum	0
Maximum	11
Zeros	5
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	3.0 MiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	6
median	6
Q3	7
95-th percentile	8
Maximum	11
Range	11
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.0835303
Coefficient of variation (CV)	0.17008155
Kurtosis	1.2873542
Mean	6.3706515
Median Absolute Deviation (MAD)	1
Skewness	0.173616
Sum	1820471
Variance	1.1740378
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
6	118904	30.6%
7	81475	21.0%
5	35700	9.2%
8	32343	8.3%
4	9982	2.6%
9	3938	1.0%
3	1343	0.3%
10	1100	0.3%
11	797	0.2%
2	140	< 0.1%
Other values (2)	37	< 0.1%
(Missing)	103119	26.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	< 0.1%
1	32	< 0.1%
2	140	< 0.1%
3	1343	0.3%
4	9982	2.6%
5	35700	9.2%
6	118904	30.6%
7	81475	21.0%
8	32343	8.3%
9	3938	1.0%

Value	Count	Frequency (%)
11	797	0.2%
10	1100	0.3%
9	3938	1.0%
8	32343	8.3%
7	81475	21.0%
6	118904	30.6%
5	35700	9.2%
4	9982	2.6%
3	1343	0.3%
2	140	< 0.1%

defense_personnel
Text

MISSING

Distinct	287
Distinct (%)	0.1%
Missing	96104
Missing (%)	24.7%
Memory size	3.0 MiB

Length

Max length	42
Median length	16
Mean length	16.01703
Min length	16

Characters and Unicode

Total characters	4689370
Distinct characters	22
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	121 ?
Unique (%)	< 0.1%

Sample

1st row	4 DL, 2 LB, 5 DB
2nd row	4 DL, 3 LB, 4 DB
3rd row	4 DL, 2 LB, 5 DB
4th row	4 DL, 2 LB, 5 DB
5th row	4 DL, 2 LB, 5 DB

Value	Count	Frequency (%)
lb	292774	16.7%
db	292774	16.7%
dl	292774	16.7%
4	292085	16.6%
3	186819	10.6%
5	181932	10.3%
2	155707	8.9%
6	38652	2.2%
1	20266	1.2%
7	2465	0.1%
Other values (20)	1915	0.1%

Most occurring characters

Value	Count	Frequency (%)
	1465389	31.2%
,	586415	12.5%
B	585857	12.5%
L	585678	12.5%
D	585548	12.5%
4	292086	6.2%
3	186838	4.0%
5	181933	3.9%
2	155778	3.3%
6	38652	0.8%
Other values (12)	25196	0.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4689370	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	1465389	31.2%
,	586415	12.5%
B	585857	12.5%
L	585678	12.5%
D	585548	12.5%
4	292086	6.2%
3	186838	4.0%
5	181933	3.9%
2	155778	3.3%
6	38652	0.8%
Other values (12)	25196	0.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4689370	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	1465389	31.2%
,	586415	12.5%
B	585857	12.5%
L	585678	12.5%
D	585548	12.5%
4	292086	6.2%
3	186838	4.0%
5	181933	3.9%
2	155778	3.3%
6	38652	0.8%
Other values (12)	25196	0.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4689370	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	1465389	31.2%
,	586415	12.5%
B	585857	12.5%
L	585678	12.5%
D	585548	12.5%
4	292086	6.2%
3	186838	4.0%
5	181933	3.9%
2	155778	3.3%
6	38652	0.8%
Other values (12)	25196	0.5%

number_of_pass_rushers
Real number (ℝ)

MISSING

Distinct	11
Distinct (%)	< 0.1%
Missing	223946
Missing (%)	57.6%
Infinite	0
Infinite (%)	0.0%
Mean	4.2341753

Minimum	0
Maximum	10
Zeros	742
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	3.0 MiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	4
median	4
Q3	5
95-th percentile	6
Maximum	10
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.8797653
Coefficient of variation (CV)	0.20777725
Kurtosis	3.9744711
Mean	4.2341753
Median Absolute Deviation (MAD)	0
Skewness	0.02919235
Sum	698351
Variance	0.77398699
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
4	101432	26.1%
5	34263	8.8%
3	13628	3.5%
6	9723	2.5%
7	2133	0.5%
2	2102	0.5%
0	742	0.2%
1	621	0.2%
8	266	0.1%
9	18	< 0.1%
(Missing)	223946	57.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	742	0.2%
1	621	0.2%
2	2102	0.5%
3	13628	3.5%
4	101432	26.1%
5	34263	8.8%
6	9723	2.5%
7	2133	0.5%
8	266	0.1%
9	18	< 0.1%

Value	Count	Frequency (%)
10	4	< 0.1%
9	18	< 0.1%
8	266	0.1%
7	2133	0.5%
6	9723	2.5%
5	34263	8.8%
4	101432	26.1%
3	13628	3.5%
2	2102	0.5%
1	621	0.2%

players_on_play
Text

MISSING

Distinct	318127
Distinct (%)	90.2%
Missing	36152
Missing (%)	9.3%
Memory size	3.0 MiB

Length

Max length	245
Median length	131
Mean length	130.98598
Min length	77

Characters and Unicode

Total characters	46202162
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	292166 ?
Unique (%)	82.8%

Sample

1st row	41285;42728;39857;43366;35656;42512;41916;40096;44017;34659;36494;41915;37841;35638;35102;43465;41471;43508;35685;42727;43387;37265
2nd row	35521;42593;41377;35685;35461;41289;35690;38539;38604;41324;42476;41357;29839;34961;32276;35445;40311;43351;39960;39992;41436;37279
3rd row	42368;41377;42593;35521;41285;35685;41289;43465;38539;38604;41324;42476;41357;29839;39027;32276;35445;40311;43351;39960;39992;41436
4th row	41285;42476;43351;38539;39992;38604;39960;41377;40311;35521;41436;35445;41357;41324;35685;32276;29839;35690;42593;34961;41289;37279
5th row	41285;43351;42476;38539;39992;39960;38604;41377;40311;37841;35521;41436;35445;41357;35685;41324;32276;29839;35690;42593;34961;37279

Value	Count	Frequency (%)
38540;44923;42375;35466;43850;42410;42444;43503;34485;44816;42006;44846;41229;41269;41268;30842;35067;41322;41659;42390;40346;37308	13	< 0.1%
35456;45281;46081;43300;47877;45062;47847;46186;42412;47788;38605;43757;47822;45039;43504;35441;33107;39957;43320;41915;38588;35454	13	< 0.1%
42400;53505;54629;43399;46376;37097;56042;56011;53868;38607;44881;53489;40017;54514;34452;43415;46168;48537;47867;46141;55901;52543	13	< 0.1%
42400;43300;46180;43399;43497;41483;47853;46158;46255;46672;47952;44881;52465;52498;34452;41300;39989;46102;53624;46137;43356;47837	13	< 0.1%
39974;43290;34639;43399;33268;42513;41230;41380;42400;44881;39989;30869;43353;39981;33341;37152;42415;44830;35455;42353;34464;35472	11	< 0.1%
47814;46263;47785;46394;44815;41232;46253;44878;42360;43296;34472;43370;43484;46139;46211;33084;46354;47797;37079;41332;47931;41256	11	< 0.1%
47889;41270;44876;52427;45345;43808;44820;46093;47823;46156;41436;43356;35445;41258;47787;41324;44852;39908;43797;46170;42424;47810	10	< 0.1%
42492;43378;32318;34530;41292;43302;42365;27498;40092;41245;40054;34498;41338;32363;33096;32853;32208;43314;41241;43347;41275;42357	10	< 0.1%
42500;43045;44968;38569;52588;46221;42031;43344;47985;47794;41619;52469;43353;52409;52441;47802;53434;47899;37212;42365;46110;44927	10	< 0.1%
44903;38757;37146;41270;35526;40494;43045;42816;43297;39976;38595;40445;41237;42345;38629;43797;30990;37087;41239;38544;34497;44817	9	< 0.1%
Other values (318117)	352613	> 99.9%

Most occurring characters

Value	Count	Frequency (%)
4	8696836	18.8%
;	7406422	16.0%
3	5430296	11.8%
5	4305968	9.3%
2	3586701	7.8%
6	2963230	6.4%
8	2955420	6.4%
7	2862873	6.2%
1	2794198	6.0%
0	2619319	5.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	46202162	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
4	8696836	18.8%
;	7406422	16.0%
3	5430296	11.8%
5	4305968	9.3%
2	3586701	7.8%
6	2963230	6.4%
8	2955420	6.4%
7	2862873	6.2%
1	2794198	6.0%
0	2619319	5.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	46202162	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
4	8696836	18.8%
;	7406422	16.0%
3	5430296	11.8%
5	4305968	9.3%
2	3586701	7.8%
6	2963230	6.4%
8	2955420	6.4%
7	2862873	6.2%
1	2794198	6.0%
0	2619319	5.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	46202162	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
4	8696836	18.8%
;	7406422	16.0%
3	5430296	11.8%
5	4305968	9.3%
2	3586701	7.8%
6	2963230	6.4%
8	2955420	6.4%
7	2862873	6.2%
1	2794198	6.0%
0	2619319	5.7%

offense_players
Text

MISSING

Distinct	143644
Distinct (%)	40.7%
Missing	36160
Missing (%)	9.3%
Memory size	3.0 MiB

Length

Max length	230
Median length	120
Mean length	119.99938
Min length	54

Characters and Unicode

Total characters	42325940
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	84890 ?
Unique (%)	24.1%

Sample

1st row	00-0029731;00-0032891;00-0031596;00-0030463;00-0032994;00-0027853;00-0028339;00-0027796;00-0026858;00-0027835;00-0028128
2nd row	00-0027685;00-0032156;00-0027874;00-0029543;00-0031353;00-0032132;00-0026739;00-0027859;00-0029854;00-0031349;00-0028142
3rd row	00-0032156;00-0027685;00-0031344;00-0032956;00-0029543;00-0031353;00-0032132;00-0027859;00-0029854;00-0031349
4th row	00-0031344;00-0032132;00-0029543;00-0029854;00-0027685;00-0031349;00-0027859;00-0031353;00-0032156;00-0026739;00-0028142
5th row	00-0031344;00-0032132;00-0029543;00-0029854;00-0027685;00-0031349;00-0027859;00-0031353;00-0032156;00-0026739;00-0028142

Value	Count	Frequency (%)
00-0033921;00-0034668;00-0036406;00-0039157;00-0038129;00-0031408;00-0036985;00-0034855;00-0039052;00-0037835;00-0037256	267	0.1%
00-0033106;00-0033110;00-0026327;00-0031325;00-0032242;00-0033908;00-0030431;00-0024270;00-0032244;00-0032241;00-0027648	213	0.1%
00-0032242;00-0034804;00-0033110;00-0035664;00-0035668;00-0033908;00-0036415;00-0026498;00-0024270;00-0030431;00-0034261	206	0.1%
00-0033106;00-0033110;00-0026327;00-0032455;00-0031236;00-0032242;00-0024270;00-0030431;00-0033943;00-0032241;00-0027648	181	0.1%
00-0033077;00-0038041;00-0034764;00-0035261;00-0036358;00-0036376;00-0036036;00-0037243;00-0027947;00-0031402;00-0031236	178	0.1%
00-0033106;00-0033110;00-0026327;00-0032455;00-0031236;00-0032242;00-0033908;00-0024270;00-0030431;00-0032241;00-0027648	159	< 0.1%
00-0030827;00-0037814;00-0033881;00-0034775;00-0029293;00-0035237;00-0032053;00-0033889;00-0036973;00-0033891;00-0036971	152	< 0.1%
00-0030542;00-0030546;00-0029010;00-0027947;00-0025509;00-0029000;00-0027902;00-0033077;00-0022127;00-0031402;00-0033045	137	< 0.1%
00-0032134;00-0032043;00-0036310;00-0033009;00-0035295;00-0035629;00-0030781;00-0036442;00-0036410;00-0036900;00-0033897	136	< 0.1%
00-0031306;00-0027973;00-0032233;00-0032134;00-0033009;00-0024270;00-0027681;00-0029592;00-0028039;00-0030456;00-0027942	125	< 0.1%
Other values (143634)	350964	99.5%

Most occurring characters

Value	Count	Frequency (%)
0	16899348	39.9%
3	4702425	11.1%
-	3879878	9.2%
;	3527160	8.3%
2	2646185	6.3%
6	1669060	3.9%
1	1595113	3.8%
4	1571111	3.7%
5	1557280	3.7%
9	1533811	3.6%
Other values (2)	2744569	6.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	42325940	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	16899348	39.9%
3	4702425	11.1%
-	3879878	9.2%
;	3527160	8.3%
2	2646185	6.3%
6	1669060	3.9%
1	1595113	3.8%
4	1571111	3.7%
5	1557280	3.7%
9	1533811	3.6%
Other values (2)	2744569	6.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	42325940	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	16899348	39.9%
3	4702425	11.1%
-	3879878	9.2%
;	3527160	8.3%
2	2646185	6.3%
6	1669060	3.9%
1	1595113	3.8%
4	1571111	3.7%
5	1557280	3.7%
9	1533811	3.6%
Other values (2)	2744569	6.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	42325940	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	16899348	39.9%
3	4702425	11.1%
-	3879878	9.2%
;	3527160	8.3%
2	2646185	6.3%
6	1669060	3.9%
1	1595113	3.8%
4	1571111	3.7%
5	1557280	3.7%
9	1533811	3.6%
Other values (2)	2744569	6.5%

defense_players
Text

MISSING

Distinct	172835
Distinct (%)	49.0%
Missing	36152
Missing (%)	9.3%
Memory size	3.0 MiB

Length

Max length	241
Median length	120
Mean length	119.93117
Min length	87

Characters and Unicode

Total characters	42302843
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	105555 ?
Unique (%)	29.9%

Sample

1st row	00-0031344;00-0031697;00-0027812;00-0031102;00-0027139;00-0031101;00-0032956;00-0031350;00-0032958;00-0031696;00-0032971
2nd row	00-0031262;00-0027835;00-0031336;00-0027840;00-0029248;00-0031261;00-0023448;00-0025470;00-0032890;00-0030455;00-0030448
3rd row	00-0031550;00-0031262;00-0027835;00-0031336;00-0029248;00-0031261;00-0023448;00-0025470;00-0032890;00-0030455;00-0030448
4th row	00-0032890;00-0029248;00-0030448;00-0030455;00-0031262;00-0031261;00-0027835;00-0025470;00-0023448;00-0027840;00-0031336
5th row	00-0032890;00-0029248;00-0030448;00-0030455;00-0031262;00-0028339;00-0031261;00-0027835;00-0025470;00-0023448;00-0027840

Value	Count	Frequency (%)
00-0032968;00-0026190;00-0031259;00-0030228;00-0029568;00-0032052;00-0027416;00-0033055;00-0028924;00-0031309;00-0033123	143	< 0.1%
00-0030562;00-0031583;00-0027958;00-0030528;00-0032240;00-0031181;00-0032382;00-0032401;00-0032596;00-0032388;00-0029688	138	< 0.1%
00-0034834;00-0032379;00-0033548;00-0034675;00-0033905;00-0035697;00-0033935;00-0032939;00-0032521;00-0036294;00-0032424	119	< 0.1%
00-0033109;00-0032146;00-0020712;00-0027023;00-0031016;00-0025557;00-0025402;00-0033103;00-0031365;00-0033053;00-0031412	95	< 0.1%
00-0035933;00-0039137;00-0035942;00-0033783;00-0037839;00-0039138;00-0037842;00-0031388;00-0036994;00-0037844;00-0036431	91	< 0.1%
00-0034834;00-0032379;00-0033548;00-0034675;00-0035697;00-0033935;00-0032939;00-0032521;00-0036294;00-0034800;00-0032424	88	< 0.1%
00-0031170;00-0029272;00-0026990;00-0032803;00-0027882;00-0027865;00-0028899;00-0032195;00-0029409;00-0029653;00-0029412	83	< 0.1%
00-0033927;00-0031389;00-0030041;00-0032165;00-0032052;00-0029670;00-0032677;00-0026160;00-0027855;00-0031388;00-0029630	82	< 0.1%
00-0030562;00-0031583;00-0027958;00-0030528;00-0031181;00-0032382;00-0032401;00-0033540;00-0032596;00-0032388;00-0029688	77	< 0.1%
00-0036937;00-0027962;00-0029607;00-0036927;00-0030459;00-0038121;00-0033892;00-0033874;00-0035402;00-0035656;00-0034760	76	< 0.1%
Other values (172825)	351734	99.7%

Most occurring characters

Value	Count	Frequency (%)
0	16899085	39.9%
3	4895901	11.6%
-	3877779	9.2%
;	3525053	8.3%
2	2442022	5.8%
4	1646925	3.9%
6	1623550	3.8%
5	1594398	3.8%
1	1546708	3.7%
7	1482186	3.5%
Other values (2)	2769236	6.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	42302843	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	16899085	39.9%
3	4895901	11.6%
-	3877779	9.2%
;	3525053	8.3%
2	2442022	5.8%
4	1646925	3.9%
6	1623550	3.8%
5	1594398	3.8%
1	1546708	3.7%
7	1482186	3.5%
Other values (2)	2769236	6.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	42302843	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	16899085	39.9%
3	4895901	11.6%
-	3877779	9.2%
;	3525053	8.3%
2	2442022	5.8%
4	1646925	3.9%
6	1623550	3.8%
5	1594398	3.8%
1	1546708	3.7%
7	1482186	3.5%
Other values (2)	2769236	6.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	42302843	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	16899085	39.9%
3	4895901	11.6%
-	3877779	9.2%
;	3525053	8.3%
2	2442022	5.8%
4	1646925	3.9%
6	1623550	3.8%
5	1594398	3.8%
1	1546708	3.7%
7	1482186	3.5%
Other values (2)	2769236	6.5%

n_offense
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	13
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.9771085

Minimum	0
Maximum	21
Zeros	36160
Zeros (%)	9.3%
Negative	0
Negative (%)	0.0%
Memory size	3.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	11
median	11
Q3	11
95-th percentile	11
Maximum	21
Range	21
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	3.1971796
Coefficient of variation (CV)	0.32045153
Kurtosis	5.8295555
Mean	9.9771085
Median Absolute Deviation (MAD)	0
Skewness	-2.794268
Sum	3879878
Variance	10.221958
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
11	346545	89.1%
0	36160	9.3%
10	3069	0.8%
12	3065	0.8%
9	27	< 0.1%
13	5	< 0.1%
21	1	< 0.1%
18	1	< 0.1%
5	1	< 0.1%
20	1	< 0.1%
Other values (3)	3	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	36160	9.3%
5	1	< 0.1%
8	1	< 0.1%
9	27	< 0.1%
10	3069	0.8%
11	346545	89.1%
12	3065	0.8%
13	5	< 0.1%
14	1	< 0.1%
18	1	< 0.1%

Value	Count	Frequency (%)
21	1	< 0.1%
20	1	< 0.1%
19	1	< 0.1%
18	1	< 0.1%
14	1	< 0.1%
13	5	< 0.1%
12	3065	0.8%
11	346545	89.1%
10	3069	0.8%
9	27	< 0.1%

n_defense
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.9717109

Minimum	0
Maximum	22
Zeros	36152
Zeros (%)	9.3%
Negative	0
Negative (%)	0.0%
Memory size	3.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	11
median	11
Q3	11
95-th percentile	11
Maximum	22
Range	22
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	3.1959559
Coefficient of variation (CV)	0.32050226
Kurtosis	5.8253892
Mean	9.9717109
Median Absolute Deviation (MAD)	0
Skewness	-2.7913693
Sum	3877779
Variance	10.214134
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
11	345814	88.9%
0	36152	9.3%
10	4266	1.1%
12	2389	0.6%
9	211	0.1%
8	18	< 0.1%
13	13	< 0.1%
22	7	< 0.1%
14	3	< 0.1%
18	1	< 0.1%
Other values (4)	4	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	36152	9.3%
8	18	< 0.1%
9	211	0.1%
10	4266	1.1%
11	345814	88.9%
12	2389	0.6%
13	13	< 0.1%
14	3	< 0.1%
15	1	< 0.1%
16	1	< 0.1%

Value	Count	Frequency (%)
22	7	< 0.1%
21	1	< 0.1%
19	1	< 0.1%
18	1	< 0.1%
16	1	< 0.1%
15	1	< 0.1%
14	3	< 0.1%
13	13	< 0.1%
12	2389	0.6%
11	345814	88.9%

ngs_air_yards
Real number (ℝ)

MISSING

Distinct	6693
Distinct (%)	4.6%
Missing	243814
Missing (%)	62.7%
Infinite	0
Infinite (%)	0.0%
Mean	8.159541

Minimum	-17.55
Maximum	65
Zeros	311
Zeros (%)	0.1%
Negative	25762
Negative (%)	6.6%
Memory size	3.0 MiB

Quantile statistics

Minimum	-17.55
5-th percentile	-4.11
Q1	1.73
median	5.53
Q3	12.91
95-th percentile	28.3085
Maximum	65
Range	82.55
Interquartile range (IQR)	11.18

Descriptive statistics

Standard deviation	9.9862227
Coefficient of variation (CV)	1.2238706
Kurtosis	2.3961596
Mean	8.159541
Median Absolute Deviation (MAD)	5.26
Skewness	1.3616648
Sum	1183655.7
Variance	99.724643
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	311	0.1%
4	157	< 0.1%
5	157	< 0.1%
4.56	139	< 0.1%
4.77	138	< 0.1%
4.69	133	< 0.1%
5.08	133	< 0.1%
5.19	129	< 0.1%
4.61	128	< 0.1%
4.8	128	< 0.1%
Other values (6683)	143511	36.9%
(Missing)	243814	62.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-17.55	1	< 0.1%
-14.45	1	< 0.1%
-14.27	1	< 0.1%
-14.11	1	< 0.1%
-13.84	1	< 0.1%
-13.82	1	< 0.1%
-13.16	1	< 0.1%
-13.08	1	< 0.1%
-13	1	< 0.1%
-12.86	1	< 0.1%

Value	Count	Frequency (%)
65	1	< 0.1%
64.75	1	< 0.1%
64.35	1	< 0.1%
63.52	1	< 0.1%
63.36	1	< 0.1%
63.11	1	< 0.1%
62.7	1	< 0.1%
62.27	1	< 0.1%
62.21	1	< 0.1%
61.43	1	< 0.1%

time_to_throw
Real number (ℝ)

MISSING

Distinct	5615
Distinct (%)	3.8%
Missing	240418
Missing (%)	61.8%
Infinite	0
Infinite (%)	0.0%
Mean	2.7452011

Minimum	0.033
Maximum	14.281
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 MiB

Quantile statistics

Minimum	0.033
5-th percentile	1.435
Q1	2.089
median	2.57
Q3	3.17
95-th percentile	4.705
Maximum	14.281
Range	14.248
Interquartile range (IQR)	1.081

Descriptive statistics

Standard deviation	1.0284568
Coefficient of variation (CV)	0.37463804
Kurtosis	4.9383943
Mean	2.7452011
Median Absolute Deviation (MAD)	0.533
Skewness	1.5835081
Sum	407552.56
Variance	1.0577233
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.636	1535	0.4%
2.269	1506	0.4%
2.469	1500	0.4%
2.536	1490	0.4%
2.369	1484	0.4%
2.736	1410	0.4%
2.002	1406	0.4%
2.569	1385	0.4%
2.436	1349	0.3%
2.102	1347	0.3%
Other values (5605)	134048	34.5%
(Missing)	240418	61.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.033	1	< 0.1%
0.048	1	< 0.1%
0.098	1	< 0.1%
0.106	1	< 0.1%
0.116	1	< 0.1%
0.196	1	< 0.1%
0.231	2	< 0.1%
0.264	2	< 0.1%
0.297	1	< 0.1%
0.299	1	< 0.1%

Value	Count	Frequency (%)
14.281	1	< 0.1%
13.28	1	< 0.1%
12.846	1	< 0.1%
12.579	1	< 0.1%
12.323	1	< 0.1%
12.112	1	< 0.1%
11.97	1	< 0.1%
11.94	1	< 0.1%
11.678	1	< 0.1%
11.444	1	< 0.1%

was_pressure
Boolean

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	240432
Missing (%)	61.8%
Memory size	3.0 MiB

False	106367
True	42079
(Missing)	240432

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	106367	27.4%
True	42079	10.8%
(Missing)	240432	61.8%

route
Categorical

MISSING

Distinct	12
Distinct (%)	< 0.1%
Missing	245106
Missing (%)	63.0%
Memory size	3.0 MiB

HITCH	23112
FLAT	20227
GO	17615
OUT	17551
CROSS	16784
Other values (7)	48483

Length

Max length	6
Median length	5
Mean length	4.1649278
Min length	2

Characters and Unicode

Total characters	598800
Distinct characters	16
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	SCREEN
2nd row	FLAT
3rd row	OUT
4th row	GO
5th row	OUT

Common Values

Value	Count	Frequency (%)
HITCH	23112	5.9%
FLAT	20227	5.2%
GO	17615	4.5%
OUT	17551	4.5%
CROSS	16784	4.3%
SCREEN	12813	3.3%
SLANT	9983	2.6%
IN	7406	1.9%
POST	7207	1.9%
ANGLE	5605	1.4%
Other values (2)	5469	1.4%
(Missing)	245106	63.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
hitch	23112	16.1%
flat	20227	14.1%
go	17615	12.3%
out	17551	12.2%
cross	16784	11.7%
screen	12813	8.9%
slant	9983	6.9%
in	7406	5.2%
post	7207	5.0%
angle	5605	3.9%
Other values (2)	5469	3.8%

Most occurring characters

Value	Count	Frequency (%)
T	78080	13.0%
O	63883	10.7%
S	63571	10.6%
C	57435	9.6%
H	46967	7.8%
N	40533	6.8%
R	39049	6.5%
E	37443	6.3%
L	36558	6.1%
A	35815	6.0%
Other values (6)	99466	16.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	598800	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
T	78080	13.0%
O	63883	10.7%
S	63571	10.6%
C	57435	9.6%
H	46967	7.8%
N	40533	6.8%
R	39049	6.5%
E	37443	6.3%
L	36558	6.1%
A	35815	6.0%
Other values (6)	99466	16.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	598800	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
T	78080	13.0%
O	63883	10.7%
S	63571	10.6%
C	57435	9.6%
H	46967	7.8%
N	40533	6.8%
R	39049	6.5%
E	37443	6.3%
L	36558	6.1%
A	35815	6.0%
Other values (6)	99466	16.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	598800	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
T	78080	13.0%
O	63883	10.7%
S	63571	10.6%
C	57435	9.6%
H	46967	7.8%
N	40533	6.8%
R	39049	6.5%
E	37443	6.3%
L	36558	6.1%
A	35815	6.0%
Other values (6)	99466	16.6%

defense_man_zone_type
Categorical

HIGH CORRELATION MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	277692
Missing (%)	71.4%
Memory size	3.0 MiB

ZONE_COVERAGE	75269
MAN_COVERAGE	35917

Length

Max length	13
Median length	13
Mean length	12.676965
Min length	12

Characters and Unicode

Total characters	1409501
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	ZONE_COVERAGE
2nd row	ZONE_COVERAGE
3rd row	ZONE_COVERAGE
4th row	ZONE_COVERAGE
5th row	MAN_COVERAGE

Common Values

Value	Count	Frequency (%)
ZONE_COVERAGE	75269	19.4%
MAN_COVERAGE	35917	9.2%
(Missing)	277692	71.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
zone_coverage	75269	67.7%
man_coverage	35917	32.3%

Most occurring characters

Value	Count	Frequency (%)
E	297641	21.1%
O	186455	13.2%
A	147103	10.4%
N	111186	7.9%
_	111186	7.9%
C	111186	7.9%
V	111186	7.9%
R	111186	7.9%
G	111186	7.9%
Z	75269	5.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1409501	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
E	297641	21.1%
O	186455	13.2%
A	147103	10.4%
N	111186	7.9%
_	111186	7.9%
C	111186	7.9%
V	111186	7.9%
R	111186	7.9%
G	111186	7.9%
Z	75269	5.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1409501	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
E	297641	21.1%
O	186455	13.2%
A	147103	10.4%
N	111186	7.9%
_	111186	7.9%
C	111186	7.9%
V	111186	7.9%
R	111186	7.9%
G	111186	7.9%
Z	75269	5.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1409501	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
E	297641	21.1%
O	186455	13.2%
A	147103	10.4%
N	111186	7.9%
_	111186	7.9%
C	111186	7.9%
V	111186	7.9%
R	111186	7.9%
G	111186	7.9%
Z	75269	5.3%

defense_coverage_type
Categorical

HIGH CORRELATION MISSING

Distinct	8
Distinct (%)	< 0.1%
Missing	277692
Missing (%)	71.4%
Memory size	3.0 MiB

COVER_3	35375
COVER_1	28633
COVER_4	15807
COVER_2	14872
COVER_6	8704
Other values (3)	7795

Length

Max length	7
Median length	7
Mean length	6.9593654
Min length	5

Characters and Unicode

Total characters	773784
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	COVER_3
2nd row	COVER_3
3rd row	COVER_3
4th row	COVER_3
5th row	COVER_0

Common Values

Value	Count	Frequency (%)
COVER_3	35375	9.1%
COVER_1	28633	7.4%
COVER_4	15807	4.1%
COVER_2	14872	3.8%
COVER_6	8704	2.2%
COVER_0	5025	1.3%
2_MAN	2259	0.6%
PREVENT	511	0.1%
(Missing)	277692	71.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
cover_3	35375	31.8%
cover_1	28633	25.8%
cover_4	15807	14.2%
cover_2	14872	13.4%
cover_6	8704	7.8%
cover_0	5025	4.5%
2_man	2259	2.0%
prevent	511	0.5%

Most occurring characters

Value	Count	Frequency (%)
_	110675	14.3%
E	109438	14.1%
V	108927	14.1%
R	108927	14.1%
C	108416	14.0%
O	108416	14.0%
3	35375	4.6%
1	28633	3.7%
2	17131	2.2%
4	15807	2.0%
Other values (7)	22039	2.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	773784	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
_	110675	14.3%
E	109438	14.1%
V	108927	14.1%
R	108927	14.1%
C	108416	14.0%
O	108416	14.0%
3	35375	4.6%
1	28633	3.7%
2	17131	2.2%
4	15807	2.0%
Other values (7)	22039	2.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	773784	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
_	110675	14.3%
E	109438	14.1%
V	108927	14.1%
R	108927	14.1%
C	108416	14.0%
O	108416	14.0%
3	35375	4.6%
1	28633	3.7%
2	17131	2.2%
4	15807	2.0%
Other values (7)	22039	2.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	773784	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
_	110675	14.3%
E	109438	14.1%
V	108927	14.1%
R	108927	14.1%
C	108416	14.0%
O	108416	14.0%
3	35375	4.6%
1	28633	3.7%
2	17131	2.2%
4	15807	2.0%
Other values (7)	22039	2.8%

Auto

Heatmap
Table

	defenders_in_box	defense_coverage_type	defense_man_zone_type	n_defense	n_offense	ngs_air_yards	number_of_pass_rushers	offense_formation	old_game_id	play_id	possession_team	route	time_to_throw	was_pressure
defenders_in_box	1.000	0.230	0.180	0.003	0.003	-0.006	0.238	0.351	-0.026	-0.058	0.043	0.056	0.039	0.014
defense_coverage_type	0.230	1.000	1.000	0.026	1.000	0.081	0.218	0.095	0.039	0.058	0.047	0.097	0.050	0.063
defense_man_zone_type	0.180	1.000	1.000	0.007	1.000	0.136	0.387	0.071	0.070	0.022	0.060	0.224	0.078	0.053
n_defense	0.003	0.026	0.007	1.000	0.865	-0.001	0.010	0.013	-0.005	-0.074	0.127	0.005	0.008	0.002
n_offense	0.003	1.000	1.000	0.865	1.000	-0.003	-0.004	0.024	-0.015	-0.075	0.057	0.027	0.010	0.009
ngs_air_yards	-0.006	0.081	0.136	-0.001	-0.003	1.000	0.070	0.051	-0.031	0.051	0.027	0.347	0.380	0.127
number_of_pass_rushers	0.238	0.218	0.387	0.010	-0.004	0.070	1.000	0.104	0.017	-0.016	0.028	0.064	-0.034	0.137
offense_formation	0.351	0.095	0.071	0.013	0.024	0.051	0.104	1.000	0.047	0.053	0.138	0.097	0.093	0.026
old_game_id	-0.026	0.039	0.070	-0.005	-0.015	-0.031	0.017	0.047	1.000	-0.004	0.097	0.067	0.046	0.050
play_id	-0.058	0.058	0.022	-0.074	-0.075	0.051	-0.016	0.053	-0.004	1.000	0.018	0.030	0.030	0.038
possession_team	0.043	0.047	0.060	0.127	0.057	0.027	0.028	0.138	0.097	0.018	1.000	0.044	0.045	0.056
route	0.056	0.097	0.224	0.005	0.027	0.347	0.064	0.097	0.067	0.030	0.044	1.000	0.172	0.151
time_to_throw	0.039	0.050	0.078	0.008	0.010	0.380	-0.034	0.093	0.046	0.030	0.045	0.172	1.000	0.300
was_pressure	0.014	0.063	0.053	0.002	0.009	0.127	0.137	0.026	0.050	0.038	0.056	0.151	0.300	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	nflverse_game_id	old_game_id	play_id	possession_team	offense_formation	offense_personnel	defenders_in_box	defense_personnel	number_of_pass_rushers	players_on_play	offense_players	defense_players	n_offense	n_defense	ngs_air_yards	time_to_throw	was_pressure	route	defense_man_zone_type	defense_coverage_type
0	2016_01_CAR_DEN	2016090800	1	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0	0	NaN	NaN	NaN	NaN	NaN	NaN
1	2016_01_CAR_DEN	2016090800	36	CAR	NaN	NaN	NaN	NaN	NaN	41285;42728;39857;43366;35656;42512;41916;40096;44017;34659;36494;41915;37841;35638;35102;43465;41471;43508;35685;42727;43387;37265	00-0029731;00-0032891;00-0031596;00-0030463;00-0032994;00-0027853;00-0028339;00-0027796;00-0026858;00-0027835;00-0028128	00-0031344;00-0031697;00-0027812;00-0031102;00-0027139;00-0031101;00-0032956;00-0031350;00-0032958;00-0031696;00-0032971	11	11	NaN	NaN	NaN	NaN	NaN	NaN
2	2016_01_CAR_DEN	2016090800	51	DEN	SINGLEBACK	1 RB, 1 TE, 3 WR	6.0	4 DL, 2 LB, 5 DB	4.0	35521;42593;41377;35685;35461;41289;35690;38539;38604;41324;42476;41357;29839;34961;32276;35445;40311;43351;39960;39992;41436;37279	00-0027685;00-0032156;00-0027874;00-0029543;00-0031353;00-0032132;00-0026739;00-0027859;00-0029854;00-0031349;00-0028142	00-0031262;00-0027835;00-0031336;00-0027840;00-0029248;00-0031261;00-0023448;00-0025470;00-0032890;00-0030455;00-0030448	11	11	-1.21	2.323	False	SCREEN	NaN	NaN
3	2016_01_CAR_DEN	2016090800	75	DEN	I_FORM	6 OL, 2 RB, 0 TE, 2 WR	8.0	4 DL, 3 LB, 4 DB	6.0	42368;41377;42593;35521;41285;35685;41289;43465;38539;38604;41324;42476;41357;29839;39027;32276;35445;40311;43351;39960;39992;41436	00-0032156;00-0027685;00-0031344;00-0032956;00-0029543;00-0031353;00-0032132;00-0027859;00-0029854;00-0031349	00-0031550;00-0031262;00-0027835;00-0031336;00-0029248;00-0031261;00-0023448;00-0025470;00-0032890;00-0030455;00-0030448	10	11	-2.22	2.893	True	FLAT	NaN	NaN
4	2016_01_CAR_DEN	2016090800	97	DEN	SINGLEBACK	1 RB, 1 TE, 3 WR	7.0	4 DL, 2 LB, 5 DB	3.0	41285;42476;43351;38539;39992;38604;39960;41377;40311;35521;41436;35445;41357;41324;35685;32276;29839;35690;42593;34961;41289;37279	00-0031344;00-0032132;00-0029543;00-0029854;00-0027685;00-0031349;00-0027859;00-0031353;00-0032156;00-0026739;00-0028142	00-0032890;00-0029248;00-0030448;00-0030455;00-0031262;00-0031261;00-0027835;00-0025470;00-0023448;00-0027840;00-0031336	11	11	4.91	2.556	False	OUT	NaN	NaN
5	2016_01_CAR_DEN	2016090800	119	DEN	SHOTGUN	1 RB, 1 TE, 3 WR	6.0	4 DL, 2 LB, 5 DB	4.0	41285;43351;42476;38539;39992;39960;38604;41377;40311;37841;35521;41436;35445;41357;35685;41324;32276;29839;35690;42593;34961;37279	00-0031344;00-0032132;00-0029543;00-0029854;00-0027685;00-0031349;00-0027859;00-0031353;00-0032156;00-0026739;00-0028142	00-0032890;00-0029248;00-0030448;00-0030455;00-0031262;00-0028339;00-0031261;00-0027835;00-0025470;00-0023448;00-0027840	11	11	9.74	4.590	False	GO	NaN	NaN
6	2016_01_CAR_DEN	2016090800	143	DEN	SINGLEBACK	1 RB, 0 TE, 4 WR	6.0	4 DL, 2 LB, 5 DB	5.0	42728;41285;42476;43351;38539;38604;41377;40311;37841;42874;35521;41436;43319;35445;41357;41324;35685;29839;35690;42593;34961;32301	00-0031697;00-0031344;00-0032132;00-0029543;00-0029854;00-0027685;00-0031349;00-0027859;00-0031353;00-0032156;00-0026739	00-0032890;00-0029248;00-0031262;00-0028339;00-0031843;00-0032967;00-0031261;00-0027835;00-0023448;00-0027840;00-0025495	11	11	4.05	1.502	False	OUT	NaN	NaN
7	2016_01_CAR_DEN	2016090800	167	DEN	I_FORM	2 RB, 1 TE, 2 WR	7.0	4 DL, 3 LB, 4 DB	NaN	42728;41285;43351;42476;38539;38604;41377;40311;37841;42874;43319;41436;43465;35445;41357;35685;41324;29839;42593;42368;32301;37279	00-0031697;00-0031344;00-0032132;00-0029543;00-0029854;00-0031349;00-0032956;00-0027859;00-0031353;00-0032156;00-0028142	00-0032890;00-0029248;00-0031262;00-0028339;00-0031843;00-0032967;00-0031261;00-0027835;00-0023448;00-0031550;00-0025495	11	11	NaN	NaN	NaN	NaN	NaN	NaN
8	2016_01_CAR_DEN	2016090800	188	DEN	SINGLEBACK	1 RB, 1 TE, 3 WR	6.0	4 DL, 2 LB, 5 DB	NaN	43351;42476;38539;38604;41377;40311;37841;42874;43319;35521;41436;35445;41357;35685;41324;29839;35690;35461;42593;34961;32301;37279	00-0032132;00-0029543;00-0029854;00-0027685;00-0031349;00-0027859;00-0031353;00-0027874;00-0032156;00-0026739;00-0028142	00-0032890;00-0029248;00-0031262;00-0028339;00-0031843;00-0032967;00-0031261;00-0027835;00-0023448;00-0027840;00-0025495	11	11	NaN	NaN	NaN	NaN	NaN	NaN
9	2016_01_CAR_DEN	2016090800	209	DEN	NaN	2 RB, 1 TE, 2 WR	7.0	4 DL, 3 LB, 4 DB	NaN	42368;35521;41377;42593;43425;34659;35461;35685;41289;43465;38539;38604;41324;42476;41357;29839;32276;35445;43351;39960;39992;41436	00-0027685;00-0032156;00-0032972;00-0027139;00-0027874;00-0032956;00-0029543;00-0031353;00-0032132;00-0027859;00-0031349	00-0031550;00-0031262;00-0027835;00-0031336;00-0029248;00-0031261;00-0023448;00-0025470;00-0032890;00-0030455;00-0030448	11	11	NaN	NaN	NaN	NaN	NaN	NaN

	nflverse_game_id	old_game_id	play_id	possession_team	offense_formation	offense_personnel	defenders_in_box	defense_personnel	number_of_pass_rushers	players_on_play	offense_players	defense_players	n_offense	n_defense	ngs_air_yards	time_to_throw	was_pressure	route	defense_man_zone_type	defense_coverage_type
388868	2023_22_SF_KC	2024021100	4684	KC	SHOTGUN	1 RB, 1 TE, 3 WR	6.0	3 DL, 3 LB, 5 DB	5.0	53601;46243;42403;46213;46757;52422;47785;42377;47818;40011;46157;55920;55952;53492;38868;44822;53655;46139;48123;54716;47999;40031	00-0034272;00-0034386;00-0032217;00-0035237;00-0030506;00-0039067;00-0036623;00-0033873;00-0036660;00-0037197;00-0035149	00-0036563;00-0032197;00-0034573;00-0036260;00-0035717;00-0034754;00-0038554;00-0028924;00-0034815;00-0035026;00-0030411	11	11	2.62	1.501	False	HITCH	MAN_COVERAGE	COVER_0
388869	2023_22_SF_KC	2024021100	4709	KC	SHOTGUN	1 RB, 1 TE, 3 WR	6.0	4 DL, 2 LB, 5 DB	7.0	53601;46243;46757;46309;52422;42377;47785;47818;40011;46157;41325;55920;55952;38868;53492;44822;53655;42360;52410;46139;47999;40031	00-0034272;00-0034286;00-0032217;00-0035237;00-0030506;00-0031376;00-0039067;00-0036623;00-0033873;00-0036660;00-0035149	00-0036563;00-0034573;00-0036260;00-0035717;00-0034754;00-0038554;00-0028924;00-0032164;00-0036321;00-0034815;00-0030411	11	11	2.33	2.502	True	CROSS	MAN_COVERAGE	COVER_0
388870	2023_22_SF_KC	2024021100	4734	KC	SINGLEBACK	1 RB, 3 TE, 1 WR	7.0	3 DL, 3 LB, 5 DB	4.0	53601;42403;46757;47785;42377;47818;40011;46157;55920;55952;43378;53492;38868;44822;53591;53655;42360;46139;42460;54716;47999;40031	00-0032217;00-0035237;00-0030506;00-0039067;00-0036623;00-0033873;00-0036637;00-0036660;00-0032062;00-0037197;00-0035149	00-0036563;00-0032197;00-0034573;00-0035717;00-0034754;00-0038554;00-0033109;00-0028924;00-0032164;00-0034815;00-0030411	11	11	-3.22	4.438	True	ANGLE	ZONE_COVERAGE	COVER_4
388871	2023_22_SF_KC	2024021100	4759	KC	SHOTGUN	1 RB, 1 TE, 3 WR	6.0	3 DL, 3 LB, 5 DB	4.0	53601;46243;42403;46757;46213;47785;42377;47818;40011;46157;55920;55952;43378;38868;53492;44822;53655;46139;48123;54716;47999;40031	00-0034272;00-0034386;00-0032217;00-0035237;00-0030506;00-0039067;00-0036623;00-0033873;00-0036660;00-0037197;00-0035149	00-0036563;00-0032197;00-0034573;00-0035717;00-0034754;00-0038554;00-0033109;00-0028924;00-0034815;00-0035026;00-0030411	11	11	-4.54	1.935	False	SCREEN	MAN_COVERAGE	COVER_1
388872	2023_22_SF_KC	2024021100	4771	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0	0	NaN	NaN	NaN	NaN	NaN	NaN
388873	2023_22_SF_KC	2024021100	4791	KC	SHOTGUN	1 RB, 2 TE, 2 WR	5.0	4 DL, 2 LB, 5 DB	4.0	53601;46243;46757;47785;42377;47818;40011;46157;55920;55952;53492;38868;44822;53591;53655;42360;52410;46139;48123;54716;47999;40031	00-0034272;00-0032217;00-0035237;00-0030506;00-0039067;00-0036623;00-0033873;00-0036637;00-0036660;00-0037197;00-0035149	00-0036563;00-0034573;00-0035717;00-0034754;00-0038554;00-0028924;00-0032164;00-0036321;00-0034815;00-0035026;00-0030411	11	11	NaN	NaN	NaN	NaN	NaN	NaN
388874	2023_22_SF_KC	2024021100	4813	KC	SHOTGUN	1 RB, 3 TE, 1 WR	6.0	4 DL, 2 LB, 5 DB	NaN	53601;46213;46757;47785;42377;47818;40011;46157;55952;38868;53492;44822;53655;53591;42360;52410;46139;48123;42460;54716;40031;47999	00-0034386;00-0032217;00-0035237;00-0030506;00-0036623;00-0033873;00-0036660;00-0036637;00-0032062;00-0037197;00-0035149	00-0036563;00-0034573;00-0035717;00-0034754;00-0038554;00-0028924;00-0032164;00-0036321;00-0034815;00-0035026;00-0030411	11	11	NaN	NaN	NaN	NaN	NaN	NaN
388875	2023_22_SF_KC	2024021100	4835	KC	SHOTGUN	1 RB, 1 TE, 3 WR	6.0	4 DL, 2 LB, 5 DB	4.0	53601;46243;46213;46757;52422;47785;42377;47818;40011;46157;55920;55952;43378;53492;38868;44822;53655;52410;46139;54716;47999;40031	00-0034272;00-0034386;00-0032217;00-0035237;00-0030506;00-0039067;00-0036623;00-0033873;00-0036660;00-0037197;00-0035149	00-0036563;00-0034573;00-0036260;00-0035717;00-0034754;00-0038554;00-0033109;00-0028924;00-0036321;00-0034815;00-0030411	11	11	-3.17	2.069	False	SCREEN	ZONE_COVERAGE	COVER_4
388876	2023_22_SF_KC	2024021100	4860	KC	SHOTGUN	1 RB, 2 TE, 2 WR	8.0	4 DL, 2 LB, 5 DB	4.0	53601;46243;46757;52422;47785;42377;47818;40011;46157;41325;55952;43378;53492;38868;44822;53591;53655;52410;46139;47999;47839;40031	00-0034272;00-0032217;00-0035237;00-0030506;00-0031376;00-0036623;00-0033873;00-0036637;00-0036660;00-0035149;00-0035140	00-0036563;00-0034573;00-0036260;00-0035717;00-0034754;00-0038554;00-0033109;00-0028924;00-0036321;00-0034815;00-0030411	11	11	1.41	2.236	False	FLAT	MAN_COVERAGE	COVER_0
388877	2023_22_SF_KC	2024021100	4881	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0	0	NaN	NaN	NaN	NaN	NaN	NaN

Overview

Variables

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Common Values

Length

Common Values (Plot)

Most occurring characters

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Most frequent character per category

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Most occurring characters

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Most frequent character per category

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Most occurring blocks

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Most occurring characters

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(unknown)

Most occurring scripts

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Most occurring blocks

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Most occurring characters

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Most frequent character per category